Awesome Dataset Tools

A curated list of awesome dataset tools

• Labeling Tools
  • Images
  • Audio
  • Time Series
  • Text
• Libaries

Labeling Tools

Images

• CVAT - Online, interactive video and image annotation tool for computer vision
• COCO Annotator - Web-based image segmentation tool for object detection, localization and keypoints
• Scalabel - Versatile and scalable tool that supports various kinds of annotations
• LOST - Design your own smart Image Annotation process in a web-based environment
• Boobs - Fast and efficient BBox annotation for your images in YOLO, VOC/COCO formats
• MuViLab - Tool to help you labelling videos for computer vision
• Turkey - Web UI on Amazon Mechanical Turk to crowd-source image segmentation
• React Image Annotation - An infinitely customizable image tool built on React
• Point Cloud Annotation Tool - Annotate 3D boxes in point cloud
• ImageTagger - Open source online platform for collaborative image labeling
• DeepLabel - A cross-platform image annotation tool for machine learning
• Visual Object Tagging Tool - An electron app for building end to end Object Detection Models
• VGG Image Annotator - Standalone image annotator application packaged as a single HTML file
• SMART - Efficiently build labeled training datasets for supervised machine learning tasks
• Pixel Annotation Tool - Uses the algorithm watershed marked of OpenCV to annotate images in directories
• Pixie - GUI annotation tool which provides the bounding box, polygon, and semantic segmentation
• Turktool - Modern React app for scalable bounding box annotation of images
• LabelD - Simple image annotation tool to streamlining the overall process
• Comma Coloring - Adult coloring book for image segmentation
• LabelImg - Graphical image annotation tool and label object bounding boxes in images
• LCs Finder - Image annotation and object detection tool written in C
• js-segment-annotator - Javascript image annotation tool based on image segmentation
• Cytomine - Analysis of multi-gigapixel images
• labelme - Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation)
• SimpleAnnotate - Open source video and image annotation software for, currently only for OSX
• Sloth - Labeling image and video data for computer vision research
• Fast Annotation Tool - Online platform for collaborative image annotation
• Anno-Mage - Helps you in annotating images by suggesting you annotations for 80 object classes
• MedTagger - Collaborative framework for annotating medical datasets using crowdsourcing
• OpenLabeling - Labeling in multiple annotation formats
• Alturos.ImageAnnotation - Collaborative tool for labeling image data for yolo
• Yolo_mark - GUI for marking bounded boxes of objects in images
• imglab - peedup and simplify image labeling/ annotation process with multiple supported formats
• OpenLabeler - Open source desktop application for annotating objects
• UltimateLabeling - A multi-purpose Video Labeling GUI with integrated SOTA detector and tracker

Closed Source

• Labelbox - Platform for data labeling, data management, and data science. Its features include image annotation, bounding boxes, text classification, and more
• Supervise.ly - Image annotation and data management tool that you can use create image and video datasets
• Prodigy - Various machine learning models such as image classification, entity recognition and intent detection
• RectLabel - Label images for bounding box object detection and segmentation
• Lionbridge AI - Quickly annotate thousands of images and videos with relevant tags
• TrainingData.io - Medical image annotation tool for data labeling. Spports DICOM image format for radiology AI
• Spare5 - Crowdsourcing service for tasks such as data and image annotation, language assessment, and more
• Hive - Text and image annotation service that helps you create training datasets
• Figure Eight - Supports audio , computer vision, natural language processing, and other data tasks
• Dataturks - Image segmentation, named entity recognition (NER) tagging in documents, and POS tagging
• Playment - Services offered include bounding boxes, points and lines, polygons, semantic segmentation, and more
• Cogito Tech - Image annotation, content moderation, sentiment analysis, chatbot training
• OCLAVI - Annotate Bounding Box, Polygon, Circle, Point and Cuboidal annotations with precision
• Humans in the Loop - Use cases include face recognition, autonomous vehicles, and figure detection
• WorkAround - Host and annotate data, manage projects, and build datasets alongside top companies
• TaQadam - On-demand annotation with agents-in-the-loop
• Zillin - Image annotation service for classification, object detection and segmentation with API access and georeferenced images support.

Audio

• Audio Annotator - JavaScript interface for annotating and labeling audio files
• Dynitag - Web-based collaborative audio annotator tool
• EchoML - play, visualize, and annotate your audio files for machine learning

Closed Source

• Figure Eight - Supports audio , computer vision, natural language processing, and other data tasks

Time Series

• Curve - An integrated experimental platform for time series data anomaly detection
• TagAnomaly - Anomaly detection analysis and labeling tool, specifically for multiple time series
• time-series-annotator - Implements classification tasks for time series.
• WDK - Tools to facilitate the development of activity recognition applications with wearable devices

Text

• brat - For all your textual annotation needs
• doccano - Open source text annotation tool for machine learning practitioner.
• Inception - A semantic annotation platform offering intelligent annotation assistance
• NeuroNER - Named-entity recognition using neural networks
• YEDDA - For annotating chunk/entity/event on text, symbol and even emoji
• TALEN - Web-based tool for annotating word sequences
• WebAnno - Web-based annotation tool for a wide range of linguistic annotations
• MAE - Lightweight, general-purpose natural language annotation tool
• Anafora - Web-based raw text annotation tool
• TagEditor - Label dependencies, parts of speech, Named entities, and text categories
• ML-Annotate - Supports binary, multi-label and multi-class labeling of text

Closed Source

• Hive - Text and image annotation service that helps you create training datasets
• Figure Eight - Supports audio , computer vision, natural language processing, and other data tasks
• LightTag Text Annotation Tool for Teams.

Libaries

Audio

• Muda - Python library for augmenting annotated audio data